| What makes a language easy to deep-learn? Deep neural networks and humans similarly benefit from compositional structure | Feb 23, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| An Investigation into Pre-Training Object-Centric Representations for Reinforcement Learning | Feb 9, 2023 | ObjectOptical Character Recognition (OCR) | —Unverified | 0 |
| Mutual Exclusivity Training and Primitive Augmentation to Induce Compositionality | Nov 28, 2022 | Data AugmentationInductive Bias | CodeCode Available | 0 |
| A Short Survey of Systematic Generalization | Nov 22, 2022 | SurveySystematic Generalization | —Unverified | 0 |
| Achieving and Understanding Out-of-Distribution Generalization in Systematic Reasoning in Small-Scale Transformers | Oct 7, 2022 | Out-of-Distribution GeneralizationSystematic Generalization | —Unverified | 0 |
| Neural-Symbolic Recursive Machine for Systematic Generalization | Oct 4, 2022 | Arithmetic ReasoningMachine Translation | —Unverified | 0 |
| Enhancing Interpretability and Interactivity in Robot Manipulation: A Neurosymbolic Approach | Oct 3, 2022 | Referring ExpressionRobot Manipulation | CodeCode Available | 0 |
| Systematic Generalization and Emergent Structures in Transformers Trained on Structured Tasks | Oct 2, 2022 | image-classificationImage Classification | —Unverified | 0 |
| On a Built-in Conflict between Deep Learning and Systematic Generalization | Aug 24, 2022 | Deep LearningSystematic Generalization | CodeCode Available | 0 |
| Meta-Referential Games to Learn Compositional Learning Behaviours | Jul 16, 2022 | Meta-LearningSystematic Generalization | CodeCode Available | 0 |
| Systematicity Emerges in Transformers when Abstract Grammatical Roles Guide Attention | Jul 1, 2022 | Inductive BiasSystematic Generalization | —Unverified | 0 |
| EBMs vs. CL: Exploring Self-Supervised Visual Pretraining for Visual Question Answering | Jun 29, 2022 | Contrastive LearningOut of Distribution (OOD) Detection | —Unverified | 0 |
| Neuro-symbolic Natural Logic with Introspective Revision for Natural Language Inference | Mar 9, 2022 | Natural Language Inferencereinforcement-learning | CodeCode Available | 0 |
| Improving Systematic Generalization Through Modularity and Augmentation | Feb 22, 2022 | Data AugmentationGrounded language learning | CodeCode Available | 0 |
| Provably Efficient Causal Model-Based Reinforcement Learning for Systematic Generalization | Feb 14, 2022 | Decision MakingModel-based Reinforcement Learning | —Unverified | 0 |
| Transformer Module Networks for Systematic Generalization in Visual Question Answering | Jan 27, 2022 | Question AnsweringSystematic Generalization | CodeCode Available | 0 |
| ORCHARD: A Benchmark For Measuring Systematic Generalization of Multi-Hierarchical Reasoning | Nov 28, 2021 | DiagnosticListOps | CodeCode Available | 0 |
| Learning Algebraic Representation for Systematic Generalization in Abstract Reasoning | Nov 25, 2021 | Abstract AlgebraSystematic Generalization | —Unverified | 0 |
| LAGr: Label Aligned Graphs for Better Systematic Generalization in Semantic Parsing | Nov 16, 2021 | Semantic ParsingSystematic Generalization | —Unverified | 0 |
| Challenges in Generalization in Open Domain Question Answering | Oct 16, 2021 | Natural QuestionsOpen-Domain Question Answering | —Unverified | 0 |
| Dynamic Inference with Neural Interpreters | Oct 12, 2021 | image-classificationImage Classification | —Unverified | 0 |
| Learning Adaptive Control Flow in Transformers for Improved Systematic Generalization | Oct 8, 2021 | Systematic Generalization | —Unverified | 0 |
| Distinguishing rule- and exemplar-based generalization in learning systems | Oct 8, 2021 | BIG-bench Machine LearningData Augmentation | CodeCode Available | 0 |
| Adaptive Control Flow in Transformers Improves Systematic Generalization | Sep 29, 2021 | ListOpsSystematic Generalization | —Unverified | 0 |
| Illiterate DALLE Learns to Compose | Sep 29, 2021 | DecoderImage Generation | —Unverified | 0 |